Talk
Intermediate
First Talk

Beyond Vectors: Unlocking the Power of Hybrid Search

Rejected

Session Description

Rapidly evolving AI technologies like vector embeddings have changed the way search engines and information retrieval systems operate. However, as we delve deeper into real-world applications, it becomes evident that just using vectors for searching often falls short because of reasons relating to the way that vectors work.

Hybrid Search emerges as the solution that combines the best of both worlds, seamlessly integrating traditional search methods with the power of vector search to enhance accuracy, relevance, and user experience.

This talk will explore the fundamentals of hybrid search, why it is the future of information retrieval, and how it significantly outperforms purely vector-based search in many scenarios.

Key Takeaways

  • Understanding Hybrid Search: Learn what hybrid search is and how it combines traditional keyword search with semantic vector search for more comprehensive and relevant results.

  • Vector Search Limitations: Understand the strengths and weaknesses of vector search, including its computational challenges and its potential to miss exact matches.

  • Benefits of Hybrid Search: Discover how combining the best of keyword-based and vector-based search methods results in a faster, more accurate, and cost-effective retrieval system.

  • Real-World Applications: Explore various use cases in e-commerce, healthcare, knowledge management, and more, showing how hybrid search improves the search experience in practice.

References

Session Categories

Technology architecture

Speakers

S. Sri Sudarsan
Lead Software Engineer Freshworks
https://www.linkedin.com/in/srisudarsan-s/
S. Sri Sudarsan

Reviews

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Approvability
0
Approvals
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Rejections
1
Not Sure

While this talk covers about concepts in storage and search, its not pointing to real world project in FOSS where these concepts are used and how they are being used. Having that information added would be useful for the audience to relate to the concept.

Reviewer #1
Not Sure